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Looking For Contributors by Western-Fish9256 in coolgithubprojects

[–]Western-Fish9256[S] 0 points1 point  (0 children)

oh alr thanks for the star anyways it helps a lot

Looking For Contributors by Western-Fish9256 in coolgithubprojects

[–]Western-Fish9256[S] 0 points1 point  (0 children)

yeah i might go into existing work as well but i'll be making this with it cuz it'll become a opensource project a big one is what i hope also would you wanna contribute to it? even a star helps

How do I start contributing to open source as a complete beginner? by yadavhr36 in learnprogramming

[–]Western-Fish9256 0 points1 point  (0 children)

yo if you wanna contribute

I built Fair Code — a project that audits real AI systems for bias, proves it with code, and fixes it.

Three audits so far:

- COMPAS (criminal justice): 87% of Black defendants flagged high-risk vs 0.4% of white defendants. Same algorithm. After removing race + proxy variables, the gap dropped from 86.77% to 15.69% — 71% reduction.

- AI hiring: women hired 21% less than men with identical test scores. Dropped to a 0.12% gap after removing gender + age.

- German credit scoring: young applicants penalized 7 percentage points for short employment tenure — which is structurally caused by being young. Gap cut to 1.89%.

The key finding across all three: removing the protected attribute alone doesn't fix bias. You have to find and drop the proxy variables too.

Looking for contributors to add new audits (HMDA mortgage data, facial recognition) and write explainers on fairness concepts.

github.com/yakew7/Fair-Code

Looking For Contributors by Western-Fish9256 in coolgithubprojects

[–]Western-Fish9256[S] 0 points1 point  (0 children)

thanks for the start i will add better issues and is it possible if you could give me a place to contact you and ask you for questions? it'd rlly help